Wednesday, June 3, 2026

7 signals

The 'two-week calendar test' reveals CSM value: remove all meetings/prep, what remains is actual revenue-impacting work - for many CSMs, this residue is nearly empty
Warning signs of hollow CSM work: calls end with no customer commitments, QBRs close with CSM follow-ups instead of customer decisions, renewals happen but CSM can't identify the securing moment
Contrarian AI displacement thesis: CSM roles being cut weren't made redundant by AI - they were already hollow, AI just provided cover for eliminating seats that never had measurable revenue impact
The market is now asking 'what did this person move' with budget pressure forcing honest answers about activity versus outcomes in post-sales roles

AI video avatar creation has reached sub-15-minute accessibility for non-technical users via Google Flow and Gemini Omni
Character consistency features enable multi-scene video generation with same avatar, lowering production barriers
Uncanny valley limitations still present in emotion and physics rendering, indicating technology is early but rapidly evolving

AI customer service agents are being deployed to systematically deny refunds and wear down customers through scripted loops, with no human escalation path
Companies are using AI support systems to exploit regulatory compliance windows - automated ticket closures run down legal refund periods while AI agents claim 'no access' to ticket history
The €10 threshold creates a 'too small to sue' zone where companies can violate EU consumer protection directives (2019/770 and 2011/83/EU) at scale with minimal legal risk

Measured AI productivity gains across hundreds of engineers average 7.8%, dramatically lower than vendor claims of 10x improvements
66% of workers who achieve peak productivity gains see them fade within one quarter, suggesting unsustainable adoption patterns
AI resistance stems from economic misalignment (employers capture gains, workers bear adoption costs) rather than purely cognitive concerns about skill erosion
Forced AI adoption under job threat without proven ROI creates organizational backlash and undermines long-term success
The gap between stage-level AI hype and ground-level reality is creating credibility crisis for AI implementation initiatives

Coralogix raised $200M Series F at $1.6B valuation for AI agent monitoring infrastructure
Rapid follow-on funding (less than 1 year) signals investor conviction in observability for AI agents
Emerging category: monitoring layer for autonomous AI agents as they move from experimental to production

OpenAI adding enterprise-focused plugins for banking, investment, sales, finance, and legal roles
Move represents strategic response to Anthropic's successful enterprise focus
Both companies competing on technology delivery and business model, not just IPO timing